Zero-Shot Machine Translation

Zero-shot machine translation is a cutting-edge technology in the field of natural language processing, aimed at enabling text or speech translation between different languages without the need for supervised training. This technology leverages the cross-lingual transfer capabilities of pre-trained models to perform translations directly on unseen target language data, significantly enhancing efficiency and flexibility in multi-language application scenarios. Its core objective is to reduce reliance on large-scale annotated data, expand the language coverage of machine translation systems, improve translation quality and adaptability, thereby playing a crucial role in language environments with limited resources.